Run a treatment-effects analysis (point estimate, SE, 95% CI) — morie_run_treatment_effects

Mirrors the Python morie.run_treatment_effects_analysis(). Convenience wrapper around morie_estimate_ate() that also produces a 95% confidence interval (delta-method approximation).

R port of investigation.run_treatment_effects_analysis. Returns a list with:

treatment_effects_summary – data.frame of ATE / ATT / ATC point estimates (SE / CI columns present but NA, matching Python).
cate_subgroup_estimates – data.frame of within-subgroup Hajek IPW CATEs with sandwich-style SEs and Wald 95\% CIs.
analysis_frame – the trimmed data.frame with attached propensity score and IPW weight columns (ps, w_ate, w_att, w_atc).
Convenience scalars ate / att / atc / se / ci_lower / ci_upper / n / method preserved from the previous R surface for backward compatibility.

Usage

morie_run_treatment_effects_analysis(data, treatment, outcome, covariates)

morie_run_treatment_effects_analysis(data, treatment, outcome, covariates)

Arguments

data: data.frame containing treatment, outcome, and covariates.
treatment: Treatment column name.
outcome: Outcome column name.
covariates: Character vector of covariate column names.

Value

A list with ate, se, ci_lower, ci_upper, n, method.

Named list as described above.

Examples

set.seed(1)
df <- data.frame(
  y = rnorm(200),
  t = rbinom(200, 1, 0.5),
  x1 = rnorm(200), x2 = rnorm(200)
)
morie_run_treatment_effects_analysis(df,
  treatment = "t", outcome = "y", covariates = c("x1", "x2")
)
#> $treatment_effects_summary
#>   estimand    method   estimate se ci_lower ci_upper
#> 1      ATE IPW-Hajek 0.03121058 NA       NA       NA
#> 2      ATT IPW-Hajek 0.02848771 NA       NA       NA
#> 3      ATC IPW-Hajek 0.03409891 NA       NA       NA
#> 
#> $cate_subgroup_estimates
#> [1] subgroup_var   subgroup_level n_treated      n_control      cate          
#> [6] se             ci_lower       ci_upper      
#> <0 rows> (or 0-length row.names)
#> 
#> $analysis_frame
#>                y t           x1           x2        ps    w_ate     w_att
#> 1   -0.626453811 1  0.893673702  0.077303123 0.5477076 1.825792 1.0000000
#> 2    0.183643324 0 -1.047298149 -0.296868642 0.4787721 1.918546 0.9185465
#> 3   -0.835628612 1  1.971337386 -1.183242240 0.5283494 1.892687 1.0000000
#> 4    1.595280802 1 -0.383632106  0.011292688 0.5094820 1.962778 1.0000000
#> 5    0.329507772 1  1.654145302  0.991601036 0.6036397 1.656617 1.0000000
#> 6   -0.820468384 1  1.512212694  1.593967454 0.6223801 1.606735 1.0000000
#> 7    0.487429052 0  0.082965734 -1.372711271 0.4680779 1.879975 0.8799745
#> 8    0.738324705 1  0.567220915 -0.249610933 0.5258111 1.901824 1.0000000
#> 9    0.575781352 0 -1.024548480  1.159424527 0.5366931 2.158397 1.1583967
#> 10  -0.305388387 1  0.323006503 -1.114222348 0.4849429 2.062098 1.0000000
#> 11   1.511781168 1  1.043612458 -2.528500689 0.4495824 2.224286 1.0000000
#> 12   0.389843236 0  0.099078487 -0.935902559 0.4856953 1.944373 0.9443726
#> 13  -0.621240581 1 -0.454136909 -0.967239458 0.4690045 2.132176 1.0000000
#> 14  -2.214699887 1 -0.655781852  0.047488592 0.5032875 1.986936 1.0000000
#> 15   1.124930918 1 -0.035922423 -0.403736793 0.5028726 1.988575 1.0000000
#> 16  -0.044933609 0  1.069161461  0.231496128 0.5585710 2.265370 1.2653701
#> 17  -0.016190263 0 -0.483974930 -0.422372408 0.4895927 1.959220 0.9592196
#> 18   0.943836211 0 -0.121010111  0.374118395 0.5310890 2.132601 1.1326010
#> 19   0.821221195 1 -1.294140004 -0.366005775 0.4691626 2.131457 1.0000000
#> 20   0.593901321 1  0.494312836  1.190101447 0.5798136 1.724692 1.0000000
#> 21   0.918977372 0  1.307901520 -0.737327525 0.5273380 2.115677 1.1156768
#> 22   0.782136301 1  1.497041009  0.290666645 0.5726367 1.746308 1.0000000
#> 23   0.074564983 1  0.814702731 -0.884849568 0.5077422 1.969503 1.0000000
#> 24  -1.989351696 0 -1.869788790  0.208006479 0.4756323 1.907059 0.9070586
#> 25   0.619825748 0  0.482029504 -0.047730172 0.5313592 2.133830 1.1338303
#> 26  -0.056128740 0  0.456135603 -1.684520646 0.4662541 1.873551 0.8735506
#> 27  -0.155795507 0 -0.353400286 -0.144226557 0.5042038 2.016958 1.0169577
#> 28  -1.470752384 1  0.170489471  1.180213666 0.5705699 1.752634 1.0000000
#> 29  -0.478150055 1 -0.864035954  0.681399923 0.5224100 1.914205 1.0000000
#> 30   0.417941560 1  0.679230774  0.143247631 0.5443287 1.837125 1.0000000
#> 31   1.358679552 1 -0.327101015 -1.192316444 0.4637204 2.156472 1.0000000
#> 32  -0.102787727 0 -1.569082185  1.169228653 0.5218822 2.091535 1.0915347
#> 33   0.387671612 0 -0.367450756  0.079201709 0.5126085 2.051739 1.0517386
#> 34  -0.053805041 1  1.364434929 -0.451773753 0.5401100 1.851475 1.0000000
#> 35  -1.377059557 0 -0.334281365  1.642028213 0.5745395 2.350394 1.3503945
#> 36  -0.414994563 1  0.732750042 -0.769592322 0.5099864 1.960837 1.0000000
#> 37  -0.394289954 1  0.946585640  0.303360961 0.5579773 1.792188 1.0000000
#> 38  -0.059313397 0  0.004398704  1.281737421 0.5699305 2.325206 1.3252058
#> 39   1.100025372 0 -0.352322306  0.602222795 0.5335858 2.144017 1.1440169
#> 40   0.763175748 1 -0.529695509 -0.307022265 0.4928549 2.028995 1.0000000
#> 41  -0.164523596 0  0.739589226 -0.418418103 0.5239934 2.100811 1.1008114
#> 42  -0.253361680 0 -1.063457415  0.355135530 0.5039889 2.016084 1.0160839
#> 43   0.696963375 1  0.246210844  0.513481115 0.5467653 1.828938 1.0000000
#> 44   0.556663199 1 -0.289499367  0.018607400 0.5124048 1.951582 1.0000000
#> 45  -0.688755695 0 -2.264889356  1.318448972 0.5082876 2.033709 1.0337092
#> 46  -0.707495157 0 -1.408850456 -0.065832000 0.4777495 1.914790 0.9147898
#> 47   0.364581962 0  0.916019329 -0.700296078 0.5178420 2.074009 1.0740090
#> 48   0.768532925 1 -0.191278951  0.537326132 0.5355301 1.867309 1.0000000
#> 49  -0.112346212 0  0.803283216 -2.201782322 0.4556663 1.837108 0.8371083
#> 50   0.881107726 0  1.887474463  0.391973744 0.5871786 2.422355 1.4223552
#> 51   0.398105880 1  1.473881181  0.496960952 0.5799398 1.724317 1.0000000
#> 52  -0.612026393 0  0.677268492 -0.224874715 0.5298547 2.127002 1.1270019
#> 53   0.341119691 0  0.379962687 -1.117143165 0.4864217 1.947123 0.9471226
#> 54  -1.129363096 0 -0.192798426 -0.394994603 0.4988238 1.995306 0.9953060
#> 55   1.433023702 0  1.577891795  1.549830342 0.6224748 2.648830 1.6488297
#> 56   1.980399899 1  0.596234109 -0.743514480 0.5071914 1.971642 1.0000000
#> 57  -0.367221476 1 -1.173576941 -2.331712118 0.3965850 2.521528 1.0000000
#> 58  -1.044134626 1 -0.155642535  0.812245442 0.5472754 1.827234 1.0000000
#> 59   0.569719627 1 -1.918909820 -0.501310657 0.4465032 2.239626 1.0000000
#> 60  -0.135054604 0 -0.195258846 -0.510886566 0.4941902 1.977028 0.9770276
#> 61   2.401617761 0 -2.592327670 -1.215364041 0.4006521 1.668480 0.6684800
#> 62  -0.039240003 0  1.314002167 -0.022558628 0.5554615 2.249524 1.2495237
#> 63   0.689739362 0 -0.635543001  0.701239300 0.5295707 2.125718 1.1257180
#> 64   0.028002159 0 -0.429978839 -0.587482026 0.4846046 1.940258 0.9402578
#> 65  -0.743273209 0 -0.169318332 -0.606727941 0.4911421 1.965185 0.9651853
#> 66   0.188792300 1  0.612218174  1.096640215 0.5794437 1.725793 1.0000000
#> 67  -1.804958629 1  0.678340177 -0.247509677 0.5289961 1.890373 1.0000000
#> 68   1.465554862 0  0.567951972 -0.159901713 0.5293544 2.124741 1.1247409
#> 69   0.153253338 0 -0.572542604 -0.625778251 0.4791110 1.919795 0.9197948
#> 70   2.172611670 1 -1.363291256  0.900434636 0.5170649 1.933993 1.0000000
#> 71   0.475509529 0 -0.388722244 -0.994193629 0.4697717 1.885980 0.8859802
#> 72  -0.709946431 1  0.277914132  0.849250386 0.5607149 1.783437 1.0000000
#> 73   0.610726353 1 -0.823081122  0.805702289 0.5284375 1.892372 1.0000000
#> 74  -0.934097632 0 -0.068840934 -0.467600936 0.4994351 1.997743 0.9977431
#> 75  -1.253633400 0 -1.167662326  0.848420314 0.5204896 2.085461 1.0854606
#> 76   0.291446236 0 -0.008309014  0.986769864 0.5581530 2.263227 1.2632271
#> 77  -0.443291873 1  0.128855402  0.575620289 0.5459337 1.831724 1.0000000
#> 78   0.001105352 0 -0.145875628  2.024842045 0.5943112 2.464944 1.4649439
#> 79   0.074341324 0 -0.163910957 -1.962353191 0.4382125 1.780032 0.7800324
#> 80  -0.589520946 1  1.763552003 -1.164920931 0.5232659 1.911074 1.0000000
#> 81  -0.568668733 1  0.762586512 -1.376519214 0.4869197 2.053727 1.0000000
#> 82  -0.135178615 0  1.111431081  0.167679934 0.5572589 2.258656 1.2586564
#> 83   1.178086997 1 -0.923206953  1.584629079 0.5561085 1.798210 1.0000000
#> 84  -1.523566800 1  0.164341838  1.677888953 0.5895006 1.696351 1.0000000
#> 85   0.593946188 1  1.154825187  0.488296698 0.5708749 1.751697 1.0000000
#> 86   0.332950371 1 -0.056521425  0.878673263 0.5526139 1.809582 1.0000000
#> 87   1.063099837 0 -2.129360648 -0.144874874 0.4545696 1.833415 0.8334146
#> 88  -0.304183924 0  0.344845762  0.468971760 0.5477653 2.211241 1.2112410
#> 89   0.370018810 1 -1.904955446  0.376235477 0.4812634 2.077864 1.0000000
#> 90   0.267098791 0 -0.811170153 -0.761040275 0.4671358 1.876651 0.8766507
#> 91  -0.542520031 0  1.324004321 -0.293294934 0.5451829 2.198686 1.1986861
#> 92   1.207867806 1  0.615636849 -0.134841264 0.5316682 1.880872 1.0000000
#> 93   1.160402616 0  1.091668956  1.393845816 0.6037282 2.523521 1.5235207
#> 94   0.700213650 0  0.306604862 -1.036988690 0.4875238 1.951310 0.9513102
#> 95   1.586833455 0 -0.110158762 -2.114335148 0.4338047 1.766175 0.7661750
#> 96   0.558486426 0 -0.924312773  0.768278218 0.5241404 2.101460 1.1014600
#> 97  -1.276592208 0  1.592913754 -0.816160621 0.5321970 2.137652 1.1376521
#> 98  -0.573265414 1  0.045010598 -0.436106923 0.5038639 1.984663 1.0000000
#> 99  -1.224612615 1 -0.715128401  0.904705031 0.5353320 1.868000 1.0000000
#> 100 -0.473400636 0  0.865223100 -0.763086265 0.5139502 2.057402 1.0574023
#> 101 -0.620366677 1  1.074440958 -0.341066980 0.5363716 1.864379 1.0000000
#> 102  0.042115873 1  1.895654774  1.502424534 0.6290612 1.589670 1.0000000
#> 103 -0.910921649 1 -0.602997304  0.528307712 0.5236872 1.909537 1.0000000
#> 104  0.158028772 1 -0.390867821  0.542191355 0.5301557 1.886238 1.0000000
#> 105 -0.654584644 0 -0.416222032 -0.136673356 0.5027421 2.011029 1.0110289
#> 106  1.767287269 1 -0.375657423 -1.136733853 0.4645457 2.152641 1.0000000
#> 107  0.716707476 0 -0.366630946 -1.496627154 0.4507233 1.820576 0.8205760
#> 108  0.910174229 1 -0.295677453 -0.223385644 0.5027023 1.989249 1.0000000
#> 109  0.384185358 1  1.441820410  2.001719228 0.6355317 1.573486 1.0000000
#> 110  1.682176081 1 -0.697538292  0.221703816 0.5089795 1.964716 1.0000000
#> 111 -0.635736454 1 -0.388167506  0.164372909 0.5153810 1.940312 1.0000000
#> 112 -0.461644730 0  0.652536452  0.332623609 0.5509795 2.227070 1.2270699
#> 113  1.432282239 0  1.124772447 -0.385207999 0.5360441 2.155377 1.1553774
#> 114 -0.650696353 1 -0.772110803 -1.398754027 0.4433077 2.255770 1.0000000
#> 115 -0.207380744 1 -0.508086216  2.675740796 0.6091636 1.641595 1.0000000
#> 116 -0.392807929 0  0.523620590 -0.423686089 0.5177489 2.073608 1.0736085
#> 117 -0.319992869 1  1.017754227 -0.298601512 0.5364564 1.864084 1.0000000
#> 118 -0.279113303 1 -0.251164588 -1.792341727 0.4424051 2.260372 1.0000000
#> 119  0.494188331 0 -1.429993447 -0.248008225 0.4700029 1.886803 0.8868027
#> 120 -0.177330482 1  1.709121032 -0.247303918 0.5576455 1.793254 1.0000000
#> 121 -0.505957462 1  1.435069572 -0.255510379 0.5497401 1.819041 1.0000000
#> 122  1.343038825 1 -0.710371146 -1.786938100 0.4299649 2.325771 1.0000000
#> 123 -0.214579409 0 -0.065067574  1.784662816 0.5873513 2.423369 1.4233689
#> 124 -0.179556530 0 -1.759468735  1.763586348 0.5398911 2.173399 1.1733986
#> 125 -0.100190741 0  0.569722972  0.689600222 0.5625696 2.286078 1.2860781
#> 126  0.712666307 1  1.612346798 -1.100740644 0.5215630 1.917314 1.0000000
#> 127 -0.073564404 1 -1.637280647  0.714509357 0.5020751 1.991734 1.0000000
#> 128 -0.037634171 1 -0.779568513 -0.246470317 0.4882442 2.048155 1.0000000
#> 129 -0.681660479 1 -0.641176934 -0.319786166 0.4892314 2.044023 1.0000000
#> 130 -0.324270272 1 -0.681131394  1.362644293 0.5541677 1.804508 1.0000000
#> 131  0.060160440 1 -2.033285596 -1.227882590 0.4152997 2.407900 1.0000000
#> 132 -0.588894486 0  0.500963559 -0.511219233 0.5136706 2.056219 1.0562193
#> 133  0.531496193 0 -1.531798140 -0.731194999 0.4482691 1.812478 0.8124778
#> 134 -1.518394082 0 -0.024997639  0.019752007 0.5198492 2.082679 1.0826788
#> 135  0.306557861 0  0.592984721 -1.572863915 0.4744554 1.902788 0.9027881
#> 136 -1.536449824 0 -0.198195421 -0.703333270 0.4865305 1.947535 0.9475354
#> 137 -0.300976127 0  0.892008392  0.715932089 0.5724484 2.338899 1.3388989
#> 138 -0.528279904 0 -0.025715071  0.465214906 0.5373166 2.161305 1.1613051
#> 139 -0.652094781 0 -0.647660451 -0.973902306 0.4633486 1.863407 0.8634071
#> 140 -0.056896778 1  0.646359415  0.559217730 0.5596247 1.786912 1.0000000
#> 141 -1.914359426 0 -0.433832740 -2.432639745 0.4127149 1.702751 0.7027506
#> 142  1.176583312 1  1.772611185 -0.340484927 0.5557775 1.799281 1.0000000
#> 143 -1.664972436 1 -0.018259711  0.713033195 0.5472153 1.827434 1.0000000
#> 144 -0.463530401 0  0.852814994 -0.659037386 0.5176974 2.073387 1.0733870
#> 145 -1.115920105 0  0.205162903 -0.036402623 0.5240745 2.101169 1.1011692
#> 146 -0.750819001 0 -3.008048599 -1.593286302 0.3754605 1.601180 0.6011797
#> 147  2.087166546 1 -1.366111931  0.847792797 0.5149145 1.942070 1.0000000
#> 148  0.017395620 0 -0.424102260 -1.850388849 0.4353822 1.771110 0.7711097
#> 149 -1.286300530 1  0.236803664 -0.323650632 0.5136612 1.946808 1.0000000
#> 150 -1.640605534 1 -2.342723120 -0.255248113 0.4443529 2.250464 1.0000000
#> 151  0.450187101 1  0.961696633  0.060921227 0.5489555 1.821641 1.0000000
#> 152 -0.018559833 1 -0.604425734 -0.823491629 0.4704526 2.125613 1.0000000
#> 153 -0.318068375 0 -0.752877279  1.829730485 0.5703014 2.327213 1.3272127
#> 154 -0.929362147 1 -1.555611593 -1.429916216 0.4205725 2.377711 1.0000000
#> 155 -1.487460310 1 -1.453893738  0.254137143 0.4890786 2.044661 1.0000000
#> 156 -1.075192297 0  0.056331836 -2.939773695 0.4066697 1.685402 0.6854020
#> 157  1.000028804 0  0.509369407  0.002415809 0.5340883 2.146329 1.1463294
#> 158 -0.621266695 0 -2.097882960  0.509665571 0.4811166 1.927215 0.9272151
#> 159 -1.384426847 1 -1.004361979 -1.084720001 0.4491054 2.226649 1.0000000
#> 160  1.869290622 1  0.535771722  0.704832977 0.5622243 1.778649 1.0000000
#> 161  0.425100377 1 -0.453037085  0.330976350 0.5201208 1.922630 1.0000000
#> 162 -0.238647101 0  2.165368502  0.976327473 0.6166877 2.608839 1.6088390
#> 163  1.058483049 0  1.245746673 -0.843339880 0.5214358 2.089584 1.0895837
#> 164  0.886422651 1  0.595498034 -0.970579905 0.4982273 2.007116 1.0000000
#> 165 -0.619243048 1  0.004884450 -1.771531349 0.4503031 2.220727 1.0000000
#> 166  2.206102465 1  0.279360782 -0.322470342 0.5148985 1.942130 1.0000000
#> 167 -0.255027030 0 -0.705906125 -1.338800742 0.4474729 1.809866 0.8098661
#> 168 -1.424494650 1  0.628017153  0.688156028 0.5641199 1.772673 1.0000000
#> 169 -0.144399602 0  1.480213960  0.071280652 0.5636936 2.291967 1.2919674
#> 170  0.207538339 1  1.083429910  2.189752359 0.6330916 1.579550 1.0000000
#> 171  2.307978399 0 -0.813244257 -1.157707599 0.4515581 1.823347 0.8233472
#> 172  0.105802368 0 -1.618876849  1.181688064 0.5209802 2.087596 1.0875962
#> 173  0.456998805 0 -0.109655699 -0.527368362 0.4959380 1.983883 0.9838831
#> 174 -0.077152935 0  0.440889371 -1.456628011 0.4747738 1.903941 0.9039415
#> 175 -0.334000842 1  1.350993980  0.572967370 0.5795037 1.725615 1.0000000
#> 176 -0.034726028 1 -1.318609485 -1.433377705 0.4269219 2.342349 1.0000000
#> 177  0.787639606 1  0.364384593 -1.055185019 0.4884246 2.047399 1.0000000
#> 178  2.075245009 0  0.233499835 -0.733111877 0.4974436 1.989826 0.9898264
#> 179  1.027392439 1  1.193955261  0.210907264 0.5612163 1.781844 1.0000000
#> 180  1.207908398 1 -0.027909972 -0.998920727 0.4796641 2.084792 1.0000000
#> 181 -1.231323422 0 -0.357298855  1.077850323 0.5520427 2.232356 1.2323555
#> 182  0.983895570 1 -1.146814136 -1.198974383 0.4407190 2.269020 1.0000000
#> 183  0.219924804 1 -0.517420484  0.216637035 0.5138214 1.946202 1.0000000
#> 184 -1.467250029 0 -0.362123773  0.143087030 0.5152720 2.063013 1.0630127
#> 185  0.521022743 1  2.350554326 -1.065750091 0.5435171 1.839868 1.0000000
#> 186 -0.158754605 0  2.446531376 -0.428623411 0.5709298 2.330621 1.3306211
#> 187  1.464587312 0 -0.166703279 -0.656179477 0.4892682 1.957975 0.9579748
#> 188 -0.766082000 1 -1.043667439  0.959394327 0.5283144 1.892812 1.0000000
#> 189 -0.430211754 1 -1.972934934  1.556052636 0.5258005 1.901862 1.0000000
#> 190 -0.926109497 1  0.514671633 -1.040796434 0.4931984 2.027582 1.0000000
#> 191 -0.177103961 1 -1.090573584  0.930572409 0.5258727 1.901601 1.0000000
#> 192  0.402011779 0  2.284659326 -0.075445931 0.5800941 2.381486 1.3814858
#> 193 -0.731748173 1 -0.885617573 -1.967195349 0.4182343 2.391004 1.0000000
#> 194  0.830373168 1  0.111106430 -0.755903643 0.4931187 2.027909 1.0000000
#> 195 -1.208082786 1  3.810276681  0.461149161 0.6407451 1.560683 1.0000000
#> 196 -1.047984413 1 -1.108909998  0.145106631 0.4944434 2.022476 1.0000000
#> 197  1.441157707 0  0.307566624 -2.442311321 0.4326057 1.762443 0.7624428
#> 198 -1.015847465 0 -1.106894472  0.580318685 0.5116403 2.047671 1.0476711
#> 199  0.411974712 0  0.347653649  0.655051998 0.5550950 2.247671 1.2476708
#> 200 -0.381076051 0 -0.873264535 -0.304508837 0.4833382 1.935502 0.9355021
#>         w_atc
#> 1   0.8257917
#> 2   1.0000000
#> 3   0.8926868
#> 4   0.9627780
#> 5   0.6566175
#> 6   0.6067352
#> 7   1.0000000
#> 8   0.9018236
#> 9   1.0000000
#> 10  1.0620984
#> 11  1.2242864
#> 12  1.0000000
#> 13  1.1321759
#> 14  0.9869360
#> 15  0.9885754
#> 16  1.0000000
#> 17  1.0000000
#> 18  1.0000000
#> 19  1.1314572
#> 20  0.7246921
#> 21  1.0000000
#> 22  0.7463078
#> 23  0.9695034
#> 24  1.0000000
#> 25  1.0000000
#> 26  1.0000000
#> 27  1.0000000
#> 28  0.7526336
#> 29  0.9142052
#> 30  0.8371253
#> 31  1.1564720
#> 32  1.0000000
#> 33  1.0000000
#> 34  0.8514749
#> 35  1.0000000
#> 36  0.9608366
#> 37  0.7921876
#> 38  1.0000000
#> 39  1.0000000
#> 40  1.0289948
#> 41  1.0000000
#> 42  1.0000000
#> 43  0.8289384
#> 44  0.9515820
#> 45  1.0000000
#> 46  1.0000000
#> 47  1.0000000
#> 48  0.8673088
#> 49  1.0000000
#> 50  1.0000000
#> 51  0.7243169
#> 52  1.0000000
#> 53  1.0000000
#> 54  1.0000000
#> 55  1.0000000
#> 56  0.9716422
#> 57  1.5215278
#> 58  0.8272337
#> 59  1.2396258
#> 60  1.0000000
#> 61  1.0000000
#> 62  1.0000000
#> 63  1.0000000
#> 64  1.0000000
#> 65  1.0000000
#> 66  0.7257932
#> 67  0.8903731
#> 68  1.0000000
#> 69  1.0000000
#> 70  0.9339934
#> 71  1.0000000
#> 72  0.7834374
#> 73  0.8923715
#> 74  1.0000000
#> 75  1.0000000
#> 76  1.0000000
#> 77  0.8317243
#> 78  1.0000000
#> 79  1.0000000
#> 80  0.9110744
#> 81  1.0537269
#> 82  1.0000000
#> 83  0.7982101
#> 84  0.6963512
#> 85  0.7516973
#> 86  0.8095818
#> 87  1.0000000
#> 88  1.0000000
#> 89  1.0778643
#> 90  1.0000000
#> 91  1.0000000
#> 92  0.8808722
#> 93  1.0000000
#> 94  1.0000000
#> 95  1.0000000
#> 96  1.0000000
#> 97  1.0000000
#> 98  0.9846628
#> 99  0.8679997
#> 100 1.0000000
#> 101 0.8643791
#> 102 0.5896705
#> 103 0.9095367
#> 104 0.8862382
#> 105 1.0000000
#> 106 1.1526407
#> 107 1.0000000
#> 108 0.9892490
#> 109 0.5734856
#> 110 0.9647158
#> 111 0.9403121
#> 112 1.0000000
#> 113 1.0000000
#> 114 1.2557695
#> 115 0.6415951
#> 116 1.0000000
#> 117 0.8640844
#> 118 1.2603720
#> 119 1.0000000
#> 120 0.7932539
#> 121 0.8190415
#> 122 1.3257712
#> 123 1.0000000
#> 124 1.0000000
#> 125 1.0000000
#> 126 0.9173141
#> 127 0.9917339
#> 128 1.0481554
#> 129 1.0440227
#> 130 0.8045080
#> 131 1.4078998
#> 132 1.0000000
#> 133 1.0000000
#> 134 1.0000000
#> 135 1.0000000
#> 136 1.0000000
#> 137 1.0000000
#> 138 1.0000000
#> 139 1.0000000
#> 140 0.7869119
#> 141 1.0000000
#> 142 0.7992812
#> 143 0.8274344
#> 144 1.0000000
#> 145 1.0000000
#> 146 1.0000000
#> 147 0.9420699
#> 148 1.0000000
#> 149 0.9468084
#> 150 1.2504638
#> 151 0.8216414
#> 152 1.1256127
#> 153 1.0000000
#> 154 1.3777114
#> 155 1.0446613
#> 156 1.0000000
#> 157 1.0000000
#> 158 1.0000000
#> 159 1.2266488
#> 160 0.7786495
#> 161 0.9226302
#> 162 1.0000000
#> 163 1.0000000
#> 164 1.0071161
#> 165 1.2207266
#> 166 0.9421304
#> 167 1.0000000
#> 168 0.7726727
#> 169 1.0000000
#> 170 0.5795503
#> 171 1.0000000
#> 172 1.0000000
#> 173 1.0000000
#> 174 1.0000000
#> 175 0.7256145
#> 176 1.3423487
#> 177 1.0473988
#> 178 1.0000000
#> 179 0.7818443
#> 180 1.0847922
#> 181 1.0000000
#> 182 1.2690196
#> 183 0.9462016
#> 184 1.0000000
#> 185 0.8398684
#> 186 1.0000000
#> 187 1.0000000
#> 188 0.8928124
#> 189 0.9018620
#> 190 1.0275815
#> 191 0.9016008
#> 192 1.0000000
#> 193 1.3910043
#> 194 1.0279092
#> 195 0.5606831
#> 196 1.0224763
#> 197 1.0000000
#> 198 1.0000000
#> 199 1.0000000
#> 200 1.0000000
#> 
#> $ate
#> [1] 0.03121058
#> 
#> $att
#> [1] 0.02848771
#> 
#> $atc
#> [1] 0.03409891
#> 
#> $se
#> [1] 0.1303726
#> 
#> $ci_lower
#> [1] -0.2241157
#> 
#> $ci_upper
#> [1] 0.2869448
#> 
#> $n
#> [1] 200
#> 
#> $method
#> [1] "IPW-Hajek (ATE/ATT/ATC + CATE)"
#>